eBook - ePub

Statistical Data Cleaning with Applications in R

Name: Statistical Data Cleaning with Applications in R
ISBN: 9781118897133

Mark van der Loo,

Edwin de Jonge,

English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Statistical Data Cleaning with Applications in R

Mark van der Loo,

Edwin de Jonge,

About this book

A comprehensive guide to automated statistical data cleaning

The production of clean data is a complex and time-consuming process that requires both technical know-how and statistical expertise. Statistical Data Cleaning brings together a wide range of techniques for cleaning textual, numeric or categorical data. This book examines technical data cleaning methods relating to data representation and data structure. A prominent role is given to statistical data validation, data cleaning based on predefined restrictions, and data cleaning strategy.

Key features:

Focuses on the automation of data cleaning methods, including both theory and applications written in R.
- Enables the reader to design data cleaning processes for either one-off analytical purposes or for setting up production systems that clean data on a regular basis.
- Explores statistical techniques for solving issues such as incompleteness, contradictions and outliers, integration of data cleaning components and quality monitoring.
- Supported by an accompanying website featuring data and R code.

This book enables data scientists and statistical analysts working with data to deepen their understanding of data cleaning as well as to upgrade their practical data cleaning skills. It can also be used as material for a course in data cleaning and analyses.

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Yes, you can access Statistical Data Cleaning with Applications in R by Mark van der Loo,Edwin de Jonge in PDF and/or ePUB format, as well as other popular books in Computer Science & Data Mining. We have over one million books available in our catalogue for you to explore.